Beyond Skill Evolution: Self-Evolving Context Management Policies for Long-Horizon Agent Harnesses.

arXiv:2609.34649v1 Announce Type: new Abstract: Harness evolution improves LLM agents by learning from execution trajectories, but existing experience- and skill-based methods are less effective on long-horizon tasks. As interactions grow, useful evidence can